menghonghan/Healthcare-Data-Mining-Projects

Data mining projects include predicting risk score of chronic diseases with NHANES data and analysis of patient and insurance claim data.

Data Scientist Intern Projects at MedBlob

o Predicted risk scores of 10 chronic diseases in United States with NHANES data, extracted demography, symptom, lab/examination indicator, comorbidity features, built a cost-sensitive model pipeline (MetaCost, LR, XGBtree), visualized top 5 important features individually by Python

Final Risk Score Prediction Model Presentation

https://github.com/menghonghan/Healthcare-Data-Mining-Projects/blob/master/Data%20Scientist%20Intern%20-%20MedBlob/MedBlob%20Modeling%20Presentation-0915.pdf

Model Pipeline

https://github.com/menghonghan/Healthcare-Data-Mining-Projects/blob/master/Data%20Scientist%20Intern%20-%20MedBlob/Risk%20Score%20Pipeline/Risk%20Score%20Model%20Pipeline.ipynb

An example of predicting COPD (Chronic obstructive pulmonary disease)

https://github.com/menghonghan/Healthcare-Data-Mining-Projects/blob/master/Data%20Scientist%20Intern%20-%20MedBlob/COPD/COPD_Risk_Score_0813.ipynb

o Lifebook Platform Architecture Proposal: Designed proposal with three modules: data acquisition, data integration and storage, data analysis and service, and planned the function setting, community building, privacy and profit model.

https://github.com/menghonghan/Healthcare-Data-Mining-Projects/blob/master/Data%20Scientist%20Intern%20-%20MedBlob/LifeBook%20Framework%20Proposal.pdf

Healthcare Data Mining Projects

Data mining projects include analysis of patient, provider and insurance claim data.